• LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.

If you are migrating code with an LLM, this maps where it actually holds up — and shows that similarity scores are a bad proxy for whether the translated code runs.

• articleBeyond the Traceback: Using LLMs for Adaptive Explanations of Programming ErrorsAlexandru-Radu Moraru, Shreyan Biswas, Ujwal Gadiraju
• articleDepWareTrans: Dependency-Aware Incremental Repository Migration across Co-executable LanguagesSivajeet Chand, Alexander Pretschner, Steve Haupt, Derui Zhu, Sushant Kumar Pandey
• articleDo Influence Tactics Matter? Investigating Prompt Framing Effects in LLM Code GenerationAlex Deaconu, Anubhav Gupta, Manaal Basha, Nicholas Haydu, Gema Rodr\'iguez-P\'erez

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